{"id":"W3045864629","doi":"10.1111/pan.13883","title":"Desperate times breed desperate measures: About valiance or foolhardiness","year":2020,"lang":"en","type":"article","venue":"Pediatric Anesthesia","topic":"Airway Management and Intubation Techniques","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal Children's Hospital","funders":"Perth Children's Hospital Foundation; Stan Perron Charitable Foundation","keywords":"Medicine; Breed; Animal science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000245804,0.0002692016,0.0004252181,0.0001265966,0.0001205118,0.00007191411,0.000213622,0.0001201229,0.002620669],"category_scores_gemma":[0.0002071995,0.0002059027,0.0001313024,0.0007735714,0.00004828973,0.0002193709,0.00003473222,0.0001868372,0.0005721443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004094331,"about_ca_system_score_gemma":0.0001421281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001033125,"about_ca_topic_score_gemma":6.590386e-7,"domain_scores_codex":[0.998395,0.00006610648,0.0003895591,0.0004138144,0.0004123157,0.0003232313],"domain_scores_gemma":[0.9990739,0.00004818689,0.0001312776,0.0002686158,0.0002289999,0.0002489853],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002341154,0.0003292761,0.1755229,0.001132326,0.0001891664,0.0004298257,0.001432456,0.00006149869,0.0005673884,0.002200009,0.773142,0.04265198],"study_design_scores_gemma":[0.004763297,0.006051805,0.06742843,0.00014566,0.001552115,0.0001303884,0.0003809341,0.006069087,0.01125528,0.0002993824,0.9002512,0.001672484],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8220567,0.006477494,0.0515135,0.05466514,0.0002215539,0.003894597,0.00001058116,0.004346909,0.05681355],"genre_scores_gemma":[0.9519261,0.006859912,0.003056978,0.0046214,0.00187244,0.000114408,0.0000405505,0.0000949232,0.0314133],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1298694,"threshold_uncertainty_score":0.9982911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04892416724384483,"score_gpt":0.2767609722325534,"score_spread":0.2278368049887085,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}